Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 2001: A Space Odyssey (1968) 25,761,621
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Return of the Jedi (1983) 500,773,409 Annie Hall (1977) 57,253,791
Return of the Jedi (1983) 500,773,409 Full Monty, The (1997) 45,857,453 Hoop Dreams (1994) 7,830,611
2001: A Space Odyssey (1968) 25,761,621 Dead Man Walking (1995) 39,025,000 Manchurian Candidate, The (1962) 4,180,630
Alien (1979) 42,285,739 Toy Story (1995) 133,344,903 Alien (1979) 42,285,739
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 Boot, Das (1981) 11,433,134
English Patient, The (1996) 111,415,132 Empire Strikes Back, The (1980) 225,554,189 Monty Python and the Holy Grail (1974) 1,821,082
Aliens (1986) 121,385,096 Boot, Das (1981) 11,433,134 Monty Python's Life of Brian (1979) 646,124
Average 180,494,955 Average 198,111,277 Average 26,770,248

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Speed (1994) 121,248,145
Philadelphia Story, The (1940) 3,000,000
Big Night (1996) 11,881,039
L.A. Confidential (1997) 64,604,977
Chungking Express (1994) 600,200
Clerks (1994) 3,151,130
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Clockwork Orange, A (1971) 38,589,355
Koyaanisqatsi (1983) 1,723,872
Independence Day (ID4) (1996) 483,359,255
Young Frankenstein (1974) 125,123,000
Eat Drink Man Woman (1994) 7,294,403
Shine (1996) 53,830,909
Secrets & Lies (1996) 13,417,292
Hamlet (1996) 4,414,535
Twelve Monkeys (1995) 82,512,000
Pulp Fiction (1994) 84,022,201
Citizen Ruth (1996) 153,155
Cop Land (1997) 64,207,716
Grosse Pointe Blank (1997) 28,014,536
M. Butterfly (1993) 1,499,795
Wings of Desire (1987) 3,806,540
Breaking the Waves (1996) 4,040,691
Titanic (1997) 600,779,824
Strange Days (1995) 7,919,000
Night on Earth (1991) 2,015,810
Raising Arizona (1987) 22,847,564
Usual Suspects, The (1995) 1,120,000
When Harry Met Sally... (1989) 134,613,546
Crumb (1994) 3,174,695
Casablanca (1942) 5,806,467
Taxi Driver (1976) 33,669,000
Smoke (1995) 8,349,430
Citizen Kane (1941) 1,640,769
Angels and Insects (1995) 5,304,000
Godfather: Part II, The (1974) 87,973,000
My Left Foot (1989) 14,743,391
Lost Highway (1997) 3,796,699
Psycho (1960) 43,200,000
Gandhi (1982) 77,737,889
Sex, Lies, and Videotape (1989) 24,741,700
To Kill a Mockingbird (1962) 20,629,846
Schindler's List (1993) 140,409,248
Vertigo (1958) 7,024,928
Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975
Apocalypse Now (1979) 42,606,290
Down by Law (1986) 1,419,835
Trainspotting (1996) 16,501,785
Singin' in the Rain (1952) 7,665,000
Delicatessen (1991) 1,794,187
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
True Romance (1993) 12,281,500
Spellbound (1945) 11,970,500
Reservoir Dogs (1992) 2,687,008
Brazil (1985) 6,500,000
Rear Window (1954) 6,759,601
Dead Poets Society (1989) 144,288,116
Shallow Grave (1994) 2,881,508
Babe (1995) 66,600,000
Blade Runner (1982) 1,445,283
Local Hero (1983) 5,767,363
Welcome to the Dollhouse (1995) 4,429,002
People vs. Larry Flynt, The (1996) 20,191,312
Amadeus (1984) 23,401,401
Trees Lounge (1996) 673,269
Princess Bride, The (1987) 21,277,649
It's a Wonderful Life (1946) 3,548,018
Silence of the Lambs, The (1991) 137,332,208
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Some Like It Hot (1959) 33,300,000
Full Metal Jacket (1987) 69,057,676
Pillow Book, The (1995) 2,293,037
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
GoodFellas (1990) 67,336,394
Sweet Hereafter, The (1997) 3,252,652
This Is Spinal Tap (1984) 188,751
Seven (Se7en) (1995) 143,225,000
Average 48,157,091
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